CAPABILITY 03
Data & Identity Engineering
Unified identity graphs, community-to-CRM pipelines, and cross-platform audience unification with event-time ingestion.
WHAT WE BUILD
Specifics, not capability slides.
Identity resolution across community handles, CRM contacts, and product accounts
Event-time pipelines that avoid batch backfill and rate-limit cliffs
Vector and relational stores selected per access pattern, not per fashion
Data contracts and lineage so downstream agents can trust their inputs
Identity resolutionPostgres-based storageVector recallPipelines
Capabilities, not a required toolset. Any named product is an example of something we have already hardened, we build against whatever you already run.
HOW WE WORK ON IT
Three habits we do not skip.
01
Resolve
Deterministic matching first, probabilistic only where it is measurable.
02
Stream
Events land within seconds so signals stay actionable.
03
Contract
Schema changes break builds, not production agents.
Identity is the precondition for every useful community or audience agent.
NEXT STEP
Bring us a hard integration
We are happier discussing rate limits and schema drift than discussing transformation.